
How we applied Karpathy's AutoResearch pattern to AI illustrations
60% of our AI-generated illustrations came back wrong. We used Karpathy's AutoResearch pattern to build a loop that fixes them automatically using 10 binary vision evals.
Technical deep dives, hotel price tracking tips, and product updates.

60% of our AI-generated illustrations came back wrong. We used Karpathy's AutoResearch pattern to build a loop that fixes them automatically using 10 binary vision evals.

Tracking hotel prices yourself takes 15-30 minutes per booking per week. Here's the math on what that costs you — and when a tool starts making more sense.

Independent travel agents leave thousands on the table between booking and check-in. Here's why post-booking monitoring matters for your agency.

Most hotel bookings are refundable, but only if you cancel in time. Here are practical ways to track your cancellation deadline so you don't lose the option.

40-57% of hotel bookings see a price drop before check-in. Here's why it happens and what to do when it does.